{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "social-laptop",
   "metadata": {},
   "source": [
    "# Time Serie Segmentation with sktime and ClaSP\n",
    "\n",
    "In this notebook, we will showcase `sktime` and `ClaSP` for the task of time series segmentation. We will first give an introduction to the task of time series segmentation, illustrate the ease of use of ClaSP, and present the found segmentation for a show case."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "palestinian-innocent",
   "metadata": {},
   "source": [
    "# The Task of Time Series Segmentation\n",
    "\n",
    "A particularly interesting problem which we will study in this notebook is time series segmentation (TSS). \n",
    "\n",
    "TSS aims at discovering regions of a time series that are semantically dissimilar to neighboring regions. TSS is an important technology, as it allows to infer properties of the underlying system by analysis of the measurements, because shifts from one segment to another are often caused by state changes in the process being monitored, such as a transition from one operational state to another or the onset of an unusual event. Change point detection (CPD) is the task of finding such shifts in the underlying signal, and a segmentation is an ordered sequence of change points. \n",
    "\n",
    "The following image shows two examples of (a) heartbeats recorded from a patient with different medical conditions, and (b) a person walking, jogging and running. The time series contain three visually very distinct segments, which we also denoted by colors and annotated by the underlying state.\n",
    "<img src=\"./img/segmentation_use_cases.png\" width=\"400\" alt=\"use-cases\">\n",
    "\n",
    "The task of any TSS algorithm is to find these segments.\n",
    "\n",
    "# Prerequisites"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "religious-fields",
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "sys.path.insert(0, \"..\")\n",
    "\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "sns.set_theme()\n",
    "sns.set_color_codes()\n",
    "\n",
    "from sktime.annotation.clasp import ClaSPSegmentation, find_dominant_window_sizes\n",
    "from sktime.annotation.plotting.utils import (\n",
    "    plot_time_series_with_change_points,\n",
    "    plot_time_series_with_profiles,\n",
    ")\n",
    "from sktime.datasets import load_electric_devices_segmentation"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "continuing-prototype",
   "metadata": {},
   "source": [
    "The following use case shows an energy profile of electric household devices with four change points indicating different operational states or pluged household devices."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "dangerous-benefit",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts, period_size, true_cps = load_electric_devices_segmentation()\n",
    "_ = plot_time_series_with_change_points(\"Electric Devices\", ts, true_cps)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "provincial-comment",
   "metadata": {},
   "source": [
    "The anotated change points are around time stamps $[1090,4436,5712,7923]$, from which different electric devices are recorded."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "stopped-supervisor",
   "metadata": {},
   "source": [
    "# Time Series Segmentation through ClaSP\n",
    "\n",
    "This Jupyter-Notebook illustrates the usage of the *Classification Score Profile (ClaSP)* for time series segmentation. \n",
    "\n",
    "ClaSP hierarchically splits a TS into two parts, where each split point is determined by training a binary TS classifier for each possible split point and selecting the one with highest accuracy, i.e., the one that is best at identifying subsequences to be from either of the partitions. \n",
    "\n",
    "Please refer to our paper, published at CIKM '21, for details:\n",
    "*P. Schäfer, A. Ermshaus, U. Leser, ClaSP - Time Series Segmentation, CIKM 2021*"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "strange-saying",
   "metadata": {},
   "source": [
    "# Retrieve the data\n",
    "\n",
    "First lets look at and plot the time series to be segmented."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "spread-slope",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "  <thead>\n",
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       "      <th></th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-0.187086</td>\n",
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       "      <th>2</th>\n",
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       "      <th>5</th>\n",
       "      <td>-0.193514</td>\n",
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      ],
      "text/plain": [
       "              1\n",
       "0              \n",
       "1     -0.187086\n",
       "2      0.098119\n",
       "3      0.088967\n",
       "4      0.107328\n",
       "5     -0.193514\n",
       "...         ...\n",
       "11528  0.300240\n",
       "11529  0.200745\n",
       "11530 -0.548908\n",
       "11531  0.274886\n",
       "11532  0.274022\n",
       "\n",
       "[11532 rows x 1 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# ts is a pd.Series\n",
    "# we convert it into a DataFrame for display purposed only\n",
    "pd.DataFrame(ts)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "unlimited-brain",
   "metadata": {},
   "source": [
    "# ClaSP - Classification Score Profile\n",
    "\n",
    "Let's run ClaSP to find the true change point. \n",
    "\n",
    "ClaSP has two hyper-parameters:\n",
    "- The period length\n",
    "- The number of change points to find\n",
    "\n",
    "The result of ClaSP is a profile in which the maximum indicates the found change points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "removed-health",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The found change points are [1038 4525 5719 7883]\n"
     ]
    }
   ],
   "source": [
    "clasp = ClaSPSegmentation(period_length=period_size, n_cps=5, fmt=\"sparse\")\n",
    "found_cps = clasp.fit_predict(ts)\n",
    "profiles = clasp.profiles\n",
    "scores = clasp.scores\n",
    "print(\"The found change points are\", found_cps.to_numpy())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "retired-sherman",
   "metadata": {},
   "source": [
    "# Visualization of segmentation\n",
    "... and we visualize the results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "miniature-wound",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "_ = plot_time_series_with_profiles(\n",
    "    \"Electric Devices\",\n",
    "    ts,\n",
    "    profiles,\n",
    "    true_cps,\n",
    "    found_cps,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "downtown-knitting",
   "metadata": {},
   "source": [
    "The predicted change points in green closely resembles the true change points in red."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "interstate-delta",
   "metadata": {},
   "source": [
    "# Output formats\n",
    "\n",
    "ClaSP provides two different output formats given the `fmt` input parameter:\n",
    "- `fmt:\"sparse\"`: provides the core change points\n",
    "- `fmt:\"dense\"`: provides an inteval series giving the segmentation\n",
    "\n",
    "We have seen the output of `fmt=\"sparse\"` before. This time we return `fmt=\"dense\"`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "affecting-league",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "IntervalIndex([(0, 1038], (1038, 4525], (4525, 5719], (5719, 7883], (7883, 11532]],\n",
      "              closed='right',\n",
      "              dtype='interval[int64]')\n"
     ]
    }
   ],
   "source": [
    "clasp = ClaSPSegmentation(period_length=period_size, n_cps=5, fmt=\"dense\")\n",
    "found_segmentation = clasp.fit_predict(ts)\n",
    "print(found_segmentation)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "naughty-gazette",
   "metadata": {},
   "source": [
    "# ClaSP - Window Size Selection\n",
    "\n",
    "ClaSP takes the window size 𝑤 as a hyper-parameter. This parameter has data-dependent effects on ClaSP’s performance. When chosen too small, all windows tend to appear similar; when chosen too large, windows have a higher chance to overlap adjacent segments, blurring their discriminative power. \n",
    "\n",
    "A simple, yet effective method for choosing the window size is the dominant frequency of the Fourier Transform."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "premier-pipeline",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dominant Period 10\n"
     ]
    }
   ],
   "source": [
    "dominant_period_size = find_dominant_window_sizes(ts)\n",
    "print(\"Dominant Period\", dominant_period_size)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "chubby-following",
   "metadata": {},
   "source": [
    "Let us run ClaSP with the found dominant period length."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "congressional-begin",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clasp = ClaSPSegmentation(period_length=dominant_period_size, n_cps=5)\n",
    "found_cps = clasp.fit_predict(ts)\n",
    "profiles = clasp.profiles\n",
    "scores = clasp.scores\n",
    "\n",
    "_ = plot_time_series_with_profiles(\n",
    "    \"ElectricDevices\",\n",
    "    ts,\n",
    "    profiles,\n",
    "    true_cps,\n",
    "    found_cps,\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "current-chamber",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
